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Risk scores are statistical indicators based on prescribing patterns compared to specialty peers. They are NOT allegations of fraud, misconduct, or improper care. Many legitimate medical reasons can explain outlier prescribing.

Read our methodology →

Ilya FishmanM.D.

Geriatric Medicine · Elk Grove Village, IL 60007

NPI: 1346434578

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26

🟡 Moderate

🤖 ML Fraud Detection Score: Very High

Machine learning model identifies prescribing patterns consistent with confirmed fraud cases. This is a statistical indicator, not an accusation.

Learn more →

Risk Flags

High antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

27,754

Total Claims

$1.6M

Drug Cost

555

Beneficiaries

$2,869

Cost/Patient

Risk Score Breakdown 26/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+5

Score components are additive. Read full methodology

Peer Comparison vs. 1,825 Geriatric Medicine providers

-44%

Opioid rate vs peers

1.4% vs 2.6% avg

+132%

Cost per patient vs peers

$2,869 vs $1,237 avg

+19%

Brand preference vs peers

10.9% vs 9.2% avg

⚠️ Opioid + Benzodiazepine Co-Prescriber

This provider prescribes both opioids and benzodiazepines. The FDA has issued a Black Box Warning about the life-threatening risks of concurrent use.

🔎 Data Overview

🤖

Our machine learning model — trained on 281 confirmed fraud cases — gives this provider a "Very High" fraud-pattern score. All 20 decision trees in our ensemble model agree that this provider's prescribing patterns resemble those of confirmed fraud cases. This is a statistical finding, not an accusation.

⚠️

This provider co-prescribes opioids and benzodiazepines — a combination carrying an FDA Black Box Warning due to increased risk of respiratory depression and death. While sometimes clinically necessary, this combination requires careful justification.

Insights generated from CMS data analysis. Statistical patterns are not accusations — always consider clinical context.

Opioid Prescribing

1.4%

Opioid Rate

396

Opioid Claims

$8,417

Opioid Cost

3.3%

Long-Acting Rate

Brand vs Generic

89% generic

Brand: 3,002 claims · $1.1M

Generic: 24,587 claims · $458K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban681$299K
Semaglutide102$146K
Rivaroxaban144$73K
Dulaglutide61$55K
Empagliflozin106$52K
Sitagliptin Phosphate84$48K
Insulin Detemir239$35K
Epoetin Alfa25$32K
Fluticasone/Umeclidin/Vilanter55$30K
Sacubitril/Valsartan46$29K
Lipase/Protease/Amylase38$26K
Atorvastatin Calcium1,661$22K
Mirabegron57$21K
Insulin Aspart93$21K
Insulin Glargine,hum.Rec.Anlog107$18K

Prescribing Profile

207

Unique Drugs

$523K

IRA Negotiated Drugs

$201K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

81

Avg Age

63%

Female

2.01

Avg Risk Score

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Data from CMS Medicare Part D Prescriber Public Use File, 2023. Risk scores are statistical indicators, not allegations.Methodology · About